{
 "cells": [
  {
   "cell_type": "code",
   "execution_count": 1,
   "metadata": {},
   "outputs": [],
   "source": [
    "import cv2\n",
    "import numpy as np\n",
    "from matplotlib import pyplot as plt\n",
    "from CNNLorenzMie.Localizer import Localizer"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "We want to use the YOLO Algorithm for detecting and localizing holograms on a video frame image. We've packaged the YOLO into a convenient and easy-to-use object model called **Localizer**. We can initialize the model like this:"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 23,
   "metadata": {
    "scrolled": false
   },
   "outputs": [
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "INFO:darknet:Loading network and metadata\n",
      "INFO:darknet:layer     filters    size              input                output\n",
      "    0 conv     32  3 x 3 / 1   416 x 416 x   3   ->   416 x 416 x  32  0.299 BFLOPs\n",
      "    1 conv     64  3 x 3 / 2   416 x 416 x  32   ->   208 x 208 x  64  1.595 BFLOPs\n",
      "    2 conv     32  1 x 1 / 1   208 x 208 x  64   ->   208 x 208 x  32  0.177 BFLOPs\n",
      "    3 conv     64  3 x 3 / 1   208 x 208 x  32   ->   208 x 208 x  64  1.595 BFLOPs\n",
      "    4 res    1                 208 x 208 x  64   ->   208 x 208 x  64\n",
      "    5 conv    128  3 x 3 / 2   208 x 208 x  64   ->   104 x 104 x 128  1.595 BFLOPs\n",
      "    6 conv     64  1 x 1 / 1   104 x 104 x 128   ->   104 x 104 x  64  0.177 BFLOPs\n",
      "    7 conv    128  3 x 3 / 1   104 x 104 x  64   ->   104 x 104 x 128  1.595 BFLOPs\n",
      "    8 res    5                 104 x 104 x 128   ->   104 x 104 x 128\n",
      "    9 conv     64  1 x 1 / 1   104 x 104 x 128   ->   104 x 104 x  64  0.177 BFLOPs\n",
      "   10 conv    128  3 x 3 / 1   104 x 104 x  64   ->   104 x 104 x 128  1.595 BFLOPs\n",
      "   11 res    8                 104 x 104 x 128   ->   104 x 104 x 128\n",
      "   12 conv    256  3 x 3 / 2   104 x 104 x 128   ->    52 x  52 x 256  1.595 BFLOPs\n",
      "   13 conv    128  1 x 1 / 1    52 x  52 x 256   ->    52 x  52 x 128  0.177 BFLOPs\n",
      "   14 conv    256  3 x 3 / 1    52 x  52 x 128   ->    52 x  52 x 256  1.595 BFLOPs\n",
      "   15 res   12                  52 x  52 x 256   ->    52 x  52 x 256\n",
      "   16 conv    128  1 x 1 / 1    52 x  52 x 256   ->    52 x  52 x 128  0.177 BFLOPs\n",
      "   17 conv    256  3 x 3 / 1    52 x  52 x 128   ->    52 x  52 x 256  1.595 BFLOPs\n",
      "   18 res   15                  52 x  52 x 256   ->    52 x  52 x 256\n",
      "   19 conv    128  1 x 1 / 1    52 x  52 x 256   ->    52 x  52 x 128  0.177 BFLOPs\n",
      "   20 conv    256  3 x 3 / 1    52 x  52 x 128   ->    52 x  52 x 256  1.595 BFLOPs\n",
      "   21 res   18                  52 x  52 x 256   ->    52 x  52 x 256\n",
      "   22 conv    128  1 x 1 / 1    52 x  52 x 256   ->    52 x  52 x 128  0.177 BFLOPs\n",
      "   23 conv    256  3 x 3 / 1    52 x  52 x 128   ->    52 x  52 x 256  1.595 BFLOPs\n",
      "   24 res   21                  52 x  52 x 256   ->    52 x  52 x 256\n",
      "   25 conv    128  1 x 1 / 1    52 x  52 x 256   ->    52 x  52 x 128  0.177 BFLOPs\n",
      "   26 conv    256  3 x 3 / 1    52 x  52 x 128   ->    52 x  52 x 256  1.595 BFLOPs\n",
      "   27 res   24                  52 x  52 x 256   ->    52 x  52 x 256\n",
      "   28 conv    128  1 x 1 / 1    52 x  52 x 256   ->    52 x  52 x 128  0.177 BFLOPs\n",
      "   29 conv    256  3 x 3 / 1    52 x  52 x 128   ->    52 x  52 x 256  1.595 BFLOPs\n",
      "   30 res   27                  52 x  52 x 256   ->    52 x  52 x 256\n",
      "   31 conv    128  1 x 1 / 1    52 x  52 x 256   ->    52 x  52 x 128  0.177 BFLOPs\n",
      "   32 conv    256  3 x 3 / 1    52 x  52 x 128   ->    52 x  52 x 256  1.595 BFLOPs\n",
      "   33 res   30                  52 x  52 x 256   ->    52 x  52 x 256\n",
      "   34 conv    128  1 x 1 / 1    52 x  52 x 256   ->    52 x  52 x 128  0.177 BFLOPs\n",
      "   35 conv    256  3 x 3 / 1    52 x  52 x 128   ->    52 x  52 x 256  1.595 BFLOPs\n",
      "   36 res   33                  52 x  52 x 256   ->    52 x  52 x 256\n",
      "   37 conv    512  3 x 3 / 2    52 x  52 x 256   ->    26 x  26 x 512  1.595 BFLOPs\n",
      "   38 conv    256  1 x 1 / 1    26 x  26 x 512   ->    26 x  26 x 256  0.177 BFLOPs\n",
      "   39 conv    512  3 x 3 / 1    26 x  26 x 256   ->    26 x  26 x 512  1.595 BFLOPs\n",
      "   40 res   37                  26 x  26 x 512   ->    26 x  26 x 512\n",
      "   41 conv    256  1 x 1 / 1    26 x  26 x 512   ->    26 x  26 x 256  0.177 BFLOPs\n",
      "   42 conv    512  3 x 3 / 1    26 x  26 x 256   ->    26 x  26 x 512  1.595 BFLOPs\n",
      "   43 res   40                  26 x  26 x 512   ->    26 x  26 x 512\n",
      "   44 conv    256  1 x 1 / 1    26 x  26 x 512   ->    26 x  26 x 256  0.177 BFLOPs\n",
      "   45 conv    512  3 x 3 / 1    26 x  26 x 256   ->    26 x  26 x 512  1.595 BFLOPs\n",
      "   46 res   43                  26 x  26 x 512   ->    26 x  26 x 512\n",
      "   47 conv    256  1 x 1 / 1    26 x  26 x 512   ->    26 x  26 x 256  0.177 BFLOPs\n",
      "   48 conv    512  3 x 3 / 1    26 x  26 x 256   ->    26 x  26 x 512  1.595 BFLOPs\n",
      "   49 res   46                  26 x  26 x 512   ->    26 x  26 x 512\n",
      "   50 conv    256  1 x 1 / 1    26 x  26 x 512   ->    26 x  26 x 256  0.177 BFLOPs\n",
      "   51 conv    512  3 x 3 / 1    26 x  26 x 256   ->    26 x  26 x 512  1.595 BFLOPs\n",
      "   52 res   49                  26 x  26 x 512   ->    26 x  26 x 512\n",
      "   53 conv    256  1 x 1 / 1    26 x  26 x 512   ->    26 x  26 x 256  0.177 BFLOPs\n",
      "   54 conv    512  3 x 3 / 1    26 x  26 x 256   ->    26 x  26 x 512  1.595 BFLOPs\n",
      "   55 res   52                  26 x  26 x 512   ->    26 x  26 x 512\n",
      "   56 conv    256  1 x 1 / 1    26 x  26 x 512   ->    26 x  26 x 256  0.177 BFLOPs\n",
      "   57 conv    512  3 x 3 / 1    26 x  26 x 256   ->    26 x  26 x 512  1.595 BFLOPs\n",
      "   58 res   55                  26 x  26 x 512   ->    26 x  26 x 512\n",
      "   59 conv    256  1 x 1 / 1    26 x  26 x 512   ->    26 x  26 x 256  0.177 BFLOPs\n",
      "   60 conv    512  3 x 3 / 1    26 x  26 x 256   ->    26 x  26 x 512  1.595 BFLOPs\n",
      "   61 res   58                  26 x  26 x 512   ->    26 x  26 x 512\n",
      "   62 conv   1024  3 x 3 / 2    26 x  26 x 512   ->    13 x  13 x1024  1.595 BFLOPs\n",
      "   63 conv    512  1 x 1 / 1    13 x  13 x1024   ->    13 x  13 x 512  0.177 BFLOPs\n",
      "   64 conv   1024  3 x 3 / 1    13 x  13 x 512   ->    13 x  13 x1024  1.595 BFLOPs\n",
      "   65 res   62                  13 x  13 x1024   ->    13 x  13 x1024\n",
      "   66 conv    512  1 x 1 / 1    13 x  13 x1024   ->    13 x  13 x 512  0.177 BFLOPs\n",
      "   67 conv   1024  3 x 3 / 1    13 x  13 x 512   ->    13 x  13 x1024  1.595 BFLOPs\n",
      "   68 res   65                  13 x  13 x1024   ->    13 x  13 x1024\n",
      "   69 conv    512  1 x 1 / 1    13 x  13 x1024   ->    13 x  13 x 512  0.177 BFLOPs\n",
      "   70 conv   1024  3 x 3 / 1    13 x  13 x 512   ->    13 x  13 x1024  1.595 BFLOPs\n",
      "   71 res   68                  13 x  13 x1024   ->    13 x  13 x1024\n",
      "   72 conv    512  1 x 1 / 1    13 x  13 x1024   ->    13 x  13 x 512  0.177 BFLOPs\n",
      "   73 conv   1024  3 x 3 / 1    13 x  13 x 512   ->    13 x  13 x1024  1.595 BFLOPs\n",
      "   74 res   71                  13 x  13 x1024   ->    13 x  13 x1024\n",
      "   75 conv    512  1 x 1 / 1    13 x  13 x1024   ->    13 x  13 x 512  0.177 BFLOPs\n",
      "   76 conv   1024  3 x 3 / 1    13 x  13 x 512   ->    13 x  13 x1024  1.595 BFLOPs\n",
      "   77 conv    512  1 x 1 / 1    13 x  13 x1024   ->    13 x  13 x 512  0.177 BFLOPs\n",
      "   78 conv   1024  3 x 3 / 1    13 x  13 x 512   ->    13 x  13 x1024  1.595 BFLOPs\n",
      "   79 conv    512  1 x 1 / 1    13 x  13 x1024   ->    13 x  13 x 512  0.177 BFLOPs\n",
      "   80 conv   1024  3 x 3 / 1    13 x  13 x 512   ->    13 x  13 x1024  1.595 BFLOPs\n",
      "   81 conv     18  1 x 1 / 1    13 x  13 x1024   ->    13 x  13 x  18  0.006 BFLOPs\n",
      "   82 yolo\n",
      "   83 route  79\n",
      "   84 conv    256  1 x 1 / 1    13 x  13 x 512   ->    13 x  13 x 256  0.044 BFLOPs\n",
      "   85 upsample            2x    13 x  13 x 256   ->    26 x  26 x 256\n",
      "   86 route  85 61\n",
      "   87 conv    256  1 x 1 / 1    26 x  26 x 768   ->    26 x  26 x 256  0.266 BFLOPs\n",
      "   88 conv    512  3 x 3 / 1    26 x  26 x 256   ->    26 x  26 x 512  1.595 BFLOPs\n",
      "   89 conv    256  1 x 1 / 1    26 x  26 x 512   ->    26 x  26 x 256  0.177 BFLOPs\n",
      "   90 conv    512  3 x 3 / 1    26 x  26 x 256   ->    26 x  26 x 512  1.595 BFLOPs\n",
      "   91 conv    256  1 x 1 / 1    26 x  26 x 512   ->    26 x  26 x 256  0.177 BFLOPs\n",
      "   92 conv    512  3 x 3 / 1    26 x  26 x 256   ->    26 x  26 x 512  1.595 BFLOPs\n",
      "   93 conv     18  1 x 1 / 1    26 x  26 x 512   ->    26 x  26 x  18  0.012 BFLOPs\n",
      "   94 yolo\n",
      "   95 route  91\n",
      "   96 conv    128  1 x 1 / 1    26 x  26 x 256   ->    26 x  26 x 128  0.044 BFLOPs\n",
      "   97 upsample            2x    26 x  26 x 128   ->    52 x  52 x 128\n",
      "   98 route  97 36\n",
      "   99 conv    128  1 x 1 / 1    52 x  52 x 384   ->    52 x  52 x 128  0.266 BFLOPs\n",
      "  100 conv    256  3 x 3 / 1    52 x  52 x 128   ->    52 x  52 x 256  1.595 BFLOPs\n",
      "  101 conv    128  1 x 1 / 1    52 x  52 x 256   ->    52 x  52 x 128  0.177 BFLOPs\n",
      "  102 conv    256  3 x 3 / 1    52 x  52 x 128   ->    52 x  52 x 256  1.595 BFLOPs\n",
      "  103 conv    128  1 x 1 / 1    52 x  52 x 256   ->    52 x  52 x 128  0.177 BFLOPs\n",
      "  104 conv    256  3 x 3 / 1    52 x  52 x 128   ->    52 x  52 x 256  1.595 BFLOPs\n",
      "  105 conv     18  1 x 1 / 1    52 x  52 x 256   ->    52 x  52 x  18  0.025 BFLOPs\n",
      "  106 yolo\n",
      "Loading weights from /Users/laurenaltman/desktop/summer_research/machine_learning/CNNLorenzMie/cfg_darknet/holo.weights...Done!\n",
      "\n"
     ]
    }
   ],
   "source": [
    "loc = Localizer(configuration='holo')"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "If it loaded correctly, we see the network's architecture, and it tells us that it loaded the weights file correctly.\n",
    "\n",
    "Making detections with this model is easy. First, we upload the experimental data as a numpy array (opencv does this by default)."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 24,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "<matplotlib.image.AxesImage at 0x3818c1eb8>"
      ]
     },
     "execution_count": 24,
     "metadata": {},
     "output_type": "execute_result"
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 432x288 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "imgname = '../examples/test_image_large.png'\n",
    "img = cv2.imread(imgname)\n",
    "plt.imshow(img)"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "Now, we can input it into the Localizer model's predict() method. \n",
    "*Note: the Localizer expects a list of images as input, so we wrap our single image in a list.*"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 25,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "[[{'label': b'HOLO', 'conf': 0.599381685256958, 'bbox': (943.1991577148438, 703.5460205078125, 153.0026092529297, 148.02035522460938)}, {'label': b'HOLO', 'conf': 0.5468334555625916, 'bbox': (331.77569580078125, 478.1768798828125, 94.87818908691406, 94.1760482788086)}, {'label': b'HOLO', 'conf': 0.4329155683517456, 'bbox': (332.34613037109375, 477.818603515625, 152.01637268066406, 150.35659790039062)}, {'label': b'HOLO', 'conf': 0.341424822807312, 'bbox': (941.0361328125, 704.5556640625, 97.44854736328125, 94.56726837158203)}]]\n"
     ]
    }
   ],
   "source": [
    "img_list = [img]\n",
    "pred = loc.predict(img_list)\n",
    "print(pred)"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "Let's examine the output of predict(). pred is a list of lists of dictionaries. Each list of dictionaries corresponds to one image in our input list. For each image, the Localizer detects a certain number of features. Each feature is represented by a dictionary."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 10,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "{'label': b'HOLO', 'conf': 0.599381685256958, 'bbox': (943.1991577148438, 703.5460205078125, 153.0026092529297, 148.02035522460938)}\n"
     ]
    }
   ],
   "source": [
    "onefeature = pred[0][0]\n",
    "print(onefeature)"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "For each feature, we have a label (this will always be 'HOLO' in our case), a confidence percentage, and a bounding box. The bounding box has 4 numbers, they correspond to the $(x,y)$ position of the center of the feature, and the width and height of the bounding box."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 12,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Feature centered at (943.1991577148438,703.5460205078125) with box size (153.0026092529297,148.02035522460938)\n"
     ]
    }
   ],
   "source": [
    "x,y,w,h = onefeature['bbox']\n",
    "print('Feature centered at ({},{}) with box size ({},{})'.format(x,y,w,h))"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "Putting this all together, we can view our Localizer's predictions overlaid onto the image:"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 16,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 432x288 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "from matplotlib.patches import Rectangle\n",
    "\n",
    "fig, ax = plt.subplots()\n",
    "ax.imshow(img, cmap='gray')\n",
    "for feature in pred[0]:\n",
    "    x,y,w,h= feature['bbox']\n",
    "    test_rect = Rectangle(xy=(x - w/2, y - h/2), width=w, height=h, fill=False, linewidth=3, edgecolor='r')\n",
    "    ax.add_patch(test_rect)"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "As we can see, the Localizer is making false positive predictions. We can fix this in a number of ways.\n",
    "\n",
    "First, we can change the detection **threshold** on the Localizer. This means that we require a greater level of confidence for the model to make a detection."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 21,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Number of predictions before: 4, number of predictions after: 2\n"
     ]
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 432x288 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "loc.threshold = 0.5\n",
    "pred2 = loc.predict(img_list)\n",
    "print('Number of predictions before: {}, number of predictions after: {}'.format(len(pred[0]), len(pred2[0])))\n",
    "\n",
    "fig, ax = plt.subplots()\n",
    "ax.imshow(img, cmap='gray')\n",
    "for feature in pred2[0]:\n",
    "    x,y,w,h= feature['bbox']\n",
    "    test_rect = Rectangle(xy=(x - w/2, y - h/2), width=w, height=h, fill=False, linewidth=3, edgecolor='r')\n",
    "    ax.add_patch(test_rect)"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "We can also invoke some of the filters we have available in the package. In this case, the **nodoubles** filter will be useful to us. We can just feed the output of predict() straight into the filter:"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 45,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Number of predictions before: 4, number of predictions after: 2\n"
     ]
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 432x288 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "from CNNLorenzMie.nodoubles import nodoubles\n",
    "\n",
    "#reset the threshold\n",
    "loc.threshold = 0.3\n",
    "pred = loc.predict(img_list)\n",
    "before = len(pred[0])\n",
    "#filter out double-predictions\n",
    "pred = nodoubles(pred)\n",
    "after = len(pred[0])\n",
    "print('Number of predictions before: {}, number of predictions after: {}'.format(before, after))\n",
    "\n",
    "fig, ax = plt.subplots()\n",
    "ax.imshow(img, cmap='gray')\n",
    "for feature in pred[0]:\n",
    "    x,y,w,h= feature['bbox']\n",
    "    test_rect = Rectangle(xy=(x - w/2, y - h/2), width=w, height=h, fill=False, linewidth=3, edgecolor='r')\n",
    "    ax.add_patch(test_rect)"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "This is starting to look pretty good, but we still have one false positive left over. It's caused by the oil droplet on the objective lens, so we know it'll be there in every frame of our video, always in the same place. We can filter this one out by using **filter_artifact**."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 46,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "(331.77569580078125, 478.1768798828125)\n"
     ]
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 432x288 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "from CNNLorenzMie.filter_artifact import filter_artifact\n",
    "\n",
    "#first, get the location of the artifact\n",
    "artifact_pred = [x for x in pred[0] if x['bbox'][0]<500][0]\n",
    "artifact_location = artifact_pred['bbox'][:2]\n",
    "print(artifact_location)\n",
    "\n",
    "#remove any predictions within 3 pixels distance from location of artifact\n",
    "pred = filter_artifact(preds_list = pred, location = artifact_location, tol=3)\n",
    "fig, ax = plt.subplots()\n",
    "ax.imshow(img, cmap='gray')\n",
    "for feature in pred[0]:\n",
    "    x,y,w,h= feature['bbox']\n",
    "    test_rect = Rectangle(xy=(x - w/2, y - h/2), width=w, height=h, fill=False, linewidth=3, edgecolor='r')\n",
    "    ax.add_patch(test_rect)"
   ]
  }
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